| Indicator | Description |
|---|---|
| food_production | Amount of food produced in the city. |
| green_capita | Green per capita can be computed as raw or as the difference among neighbourhoods. |
| green_distance | Distance to closest public green area larger than certain surface. It computes also the proportion of homes that are further than a specific threshold. |
| UHI | Urban heat island as a raster (stars object) or as numeric values. |
| edible_jobs | Number of jobs created by commercial urban agriculture. |
| edible_volunteers | Number of volunteers involved in community urban agriculture. |
| no2_seq | Amount of NO2 sequestered by urban green (in gr/s). |
| runoff_prev | Runoff in the city after a specific rain event. It also computes the amount of rainwater harvested by urban agriculture initiatives. |
ediblecity
An R package to estimate the contributions of urban agriculture to sustainability
R QUE R - II congrés de R Barcelona
2023-11-17
A bit of context
- Extensive research is conducted to model food production.
- Nevertheless, clear evidence regarding the extent of urban agriculture’s contribution to sustainability in cities is lacking.
Land uses
- Rooftops (i.e. building footprints) are the most frequent land use and the one with the greatest extension.
- However, only 39 rooftops are flat, and thus potential urban gardens. And from those, only 6 have more than 50 m2 of flat surface.
- So, we will focus on gardens on the ground.
Creation of current and future scenarios.
- We compare the current and a future scenario where all streets larger than 100 m2 were converted to community urban gardens (111 streets).
- The scenario simulation was randomized using a Monte carlo iteration of 1,000 times.
Urban heat island
The UHI indicator measures the overall urban heat island using the sky view factor and the land covers.
The future scenario will suppose a reduction of 0.27 degrees of average temperature in the neighbourhood.
(Theeuwes et al., 2017)
Runoff mitigation
This indicator calculates the average height of runoff in the scenario using the SCS runoff curve number method (Cronshey et al., 1985).
\[ Q = \frac{(P - I_a)^2}{(P - I_a) + S} \] where \(P\) is the rainfall volume in mm; \(I_a\) is the initial abstraction; and \(S\) is the potential soil moisture retention. The SCS generalizes \(I_a\) as \(0.2S\), we modified this generalization to include the rainwater harvested:
\[ I_a = 0.2S + \sum_{i=1}^{N}{min\{Rh, Ws\}_i} \]
where \(Rh\) is the potential water harvested, calculated as the amount of water fallen on the surface of adjacent higher buildings; and \(Ws\) is the water storage capacity. From both, the minimum is used to calculate \(I_a\).
Given a rain event of 85 l/day, the difference in runoff prevention between current and future scenario is 1.36 mm.
Green per capita and distance to green
This indicator not only considers public green areas, but also private green areas (gardens) to compensate those areas with more dense urban fabric.
NO2 sequestered by urban green
Nitrogen dioxide is a good proxy of overall air quality and one of the most concerning issues in cities, with important consequences on respiratory diseases and lung cancer. This indicator calculates the amount of NO2 sequestered by urban green and urban agriculture solutions (in g/s).
The future scenario would have the potential to sequester 4.9 gr/s of NO2 more than the current scenario. For reference, a car at 50 km/h emits around 0.84 gr/s.
Volunteers involved in urban agriculture
We used the same equation to calculate jobs and volunteers with different values of k, in this case:
\[ volunteers | jobs = \sum_{i=1}^{N}a_i \times k \]
While in the current scenario the number of estimated volunteers is between 2 and 33, the number of volunteers estimated in the future scenario is between 475 and 8,191.
The number of inhabitants in Sant Narcis 6,318.
Food security
The food security is considered the ratio between the food produced and consumed in the neighbourhood.
- The current scenario, in average, might produce the 0.04% of the food consumed (192 kg/year in average).
- This value increases to 10.19% in the future scenario (47 tonnes/year in average).
Conclusions
- Urban agriculture is cool!
- Developing R packages is even cooler!
- Other conclusions are up to you. 😉
